{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# How CycleGAN Works?"]}, {"cell_type": "markdown", "metadata": {"toc": true}, "source": ["<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n", "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#How-CycleGAN-Works?\" data-toc-modified-id=\"How-CycleGAN-Works?-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>How CycleGAN Works?</a></span><ul class=\"toc-item\"><li><span><a href=\"#Introduction\" data-toc-modified-id=\"Introduction-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Introduction</a></span></li><li><span><a href=\"#Model-architecture\" data-toc-modified-id=\"Model-architecture-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Model architecture</a></span><ul class=\"toc-item\"><li><span><a href=\"#How-the-loss-is-calculated-while-training?\" data-toc-modified-id=\"How-the-loss-is-calculated-while-training?-1.2.1\"><span class=\"toc-item-num\">1.2.1&nbsp;&nbsp;</span>How the loss is calculated while training?</a></span></li></ul></li><li><span><a href=\"#Implementation-in-arcgis.learn\" data-toc-modified-id=\"Implementation-in-arcgis.learn-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>Implementation in <code>arcgis.learn</code></a></span><ul class=\"toc-item\"><li><span><a href=\"#References\" data-toc-modified-id=\"References-1.3.1\"><span class=\"toc-item-num\">1.3.1&nbsp;&nbsp;</span>References</a></span></li></ul></li></ul></li></ul></div>"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Introduction\n", "CycleGAN is and image-to-image translation model, just like [Pix2Pix](https://developers.arcgis.com/python/guide/how-pix2pix-works/). The main challenge faced in Pix2Pix model is that the data required for training should be paired i.e the images of source and target domain should be of same location, and number of images of both the domains should also be same. \n", "\n", "The Cycle Generative Adversarial Network, or CycleGAN, is an approach to training a deep convolutional neural network for image-to-image translation tasks. The Network learns mapping between input and output images using unpaired dataset. For Example: Generating RGB imagery from SAR, multispectral imagery from RGB, map routes from satellite imagery, etc.\n", "\n", "This model is an extension of Pix2Pix architecture which involves simultaneous training of two generator models and two discriminator models. In addition to features of Pix2Pix, we can use unpaired dataset and also we can convert images in the reverse direction (target to source imagery) using the same model."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Model architecture"]}, {"cell_type": "markdown", "metadata": {}, "source": ["<img src=\"data:image/PNG; base64, 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\">"]}, {"cell_type": "markdown", "metadata": {}, "source": ["<center>Figure 1. Overview of CycleGAN architecture: Translating from satellite image to map routes domain [3]</center>"]}, {"cell_type": "markdown", "metadata": {}, "source": ["To know about basics of GAN, you can refer to the [Pix2Pix guide](https://developers.arcgis.com/python/guide/how-pix2pix-works/)."]}, {"cell_type": "markdown", "metadata": {"id": "miTBOLyWTdO5"}, "source": ["The model architecture is comprised of two generator models: one generator (Generator-A) for generating images for the first domain (Domain-A) and the second generator (Generator-B) for generating images for the second domain (Domain-B).\n", "\n", "*   Domain-B -> **Generator-A** -> Domain-A\n", "*   Domain-A -> **Generator-B** -> Domain-B\n", "\n", "Each generator has a corresponding discriminator model (Discriminator-A and Discriminator-B). The discriminator model takes real images from Domain and generated images from Generator to predict whether they are real or fake.\n", "\n", "\n", "*   Domain-A -> **Discriminator-A** -> [Real/Fake]\n", "*   Domain-B -> Generator-A -> **Discriminator-A** -> [Real/Fake]\n", "\n", "\n", "*   Domain-B -> **Discriminator-B** -> [Real/Fake]\n", "*   Domain-A -> Generator-B -> **Discriminator-B** -> [Real/Fake]\n", "\n", "In `arcgis.learn`, all the discriminators and generators have been grouped into a single model.\n", "\n", "### How the loss is calculated while training?\n", "The loss used to train the Generators consists of three parts:\n", "\n", "\n", "1.   Adversarial Loss: We apply Adversarial Loss to both the Generators, where the Generator tries to generate the images of it's domain, while its corresponding discriminator distinguishes between the translated samples and real samples. Generator aims to minimize this loss against its corresponding Discriminator that tries to maximize it.\n", "2.   Cycle Consistency Loss: It captures the intuition that if we translate the image from one domain to the other and back again we should arrive at where we started. Hence, it calculates the L1 loss between the original image and the final generated image, which should look same as original image. It is calculated in two directions:\n", "  *   Forward Cycle Consistency: Domain-B -> **Generator-A** -> Domain-A -> **Generator-B** -> Domain-B\n", "  *   Backward Cycle Consistency: Domain-A -> **Generator-B** -> Domain-B -> **Generator-A** -> Domain-A\n", "\n", "3.   Identity Loss: It encourages the generator to preserve the color composition between input and output. This is done by providing the generator an image of its target domain as an input and calculating the L1 loss between input and the generated images.\n", "\n", "    *   Domain-A -> **Generator-A** -> Domain-A\n", "    *   Domain-B -> **Generator-B** -> Domain-B\n", "    \n", "As all of these loss functions play critical roles in arriving at high-quality results. Hence, both the generator models are optimized via combination of all of these loss functions."]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Implementation in `arcgis.learn`"]}, {"cell_type": "markdown", "metadata": {}, "source": ["First, we have to export the image chips using `Export Tiles` format in arcgis pro, then create a databunch using `prepare_data` function in `arcgis.learn`"]}, {"cell_type": "markdown", "metadata": {}, "source": ["    data = arcgis.learn.prepare_data(path=r\"path/to/exported/data\", dataset_type='CycleGAN')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["The important parameters to be passed are:\n", "\n", "* The `path` to the Data directory. We need to follow the directory structure shown in figure 2. Here, 'train_a' and 'train_b' folders contain the images of domain A and B.\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["<img src=\"data:image/PNG; base64, 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\">\n", "<br>\n", "<center>Figure 2. Directory structure</center>"]}, {"cell_type": "markdown", "metadata": {}, "source": ["* The `dataset_type` as 'CycleGAN'.\n", "\n", "After creating the databunch, we can initialize CycleGAN object by calling \n", "\n", "    cyclegan_model = arcgis.learn.CycleGAN(data)\n", "    \n", "Unlike some other models, we train CycleGAN from scratch, with a learning rate of 0.0002 for some initial epochs and then linearly decay the rate to zero over the next epochs."]}, {"cell_type": "markdown", "metadata": {}, "source": ["We can then continue with basic arcgis.learn workflow.\n", "For more information about the API & model, please go to the [API reference](https://developers.arcgis.com/python/api-reference/arcgis.learn.toc.html)."]}, {"cell_type": "markdown", "metadata": {"id": "gApF89jczOqO"}, "source": ["### References\n", "[1] Jun-Yan Zhu, Taesung Park, Phillip Isola, Alexei A. Efros, \u201cUnpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks\u201d, 2017;[arXiv:1703.10593](https://arxiv.org/abs/1703.10593).\n", "\n", "[2] Jason Brownlee: [Cyclegan Tutorial](https://machinelearningmastery.com/cyclegan-tutorial-with-keras/). Accessed 29 September 2020.\n", "\n", "[3]. Kang, Yuhao, Song Gao, and Robert E. Roth. \"Transferring multiscale map styles using generative adversarial networks.\" International Journal of Cartography 5, no. 2-3 (2019): 115-141."]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}], "metadata": {"colab": {"collapsed_sections": [], "name": "Guide_cyclegan.ipynb", "provenance": []}, "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2"}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": {}, "toc_section_display": true, "toc_window_display": true}}, "nbformat": 4, "nbformat_minor": 1}